{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import networkx as nx\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# WS = nx.random_graphs.watts_strogatz_graph(50, 6, 0.3)\n",
    "# # circular layout\n",
    "# pos = nx.circular_layout(WS)\n",
    "# nx.draw(WS, pos, with_labels = False, node_size = 30)\n",
    "# plt.show()\n",
    "# A=nx.to_numpy_array(WS)\n",
    "# A\n",
    "# ba = nx.barabasi_albert_graph(100, 1)\n",
    "# ps = nx.spring_layout(ba)\n",
    "# A = nx.to_numpy_matrix(ba)\n",
    "# nx.draw(ba, ps, with_labels = False, node_size = 30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "outputs": [],
   "source": [
    "global personSum,personTaskSum,taskSum,valid_time\n",
    "personSum = 100\n",
    "personTaskSum=100\n",
    "taskSum = 10\n",
    "valid_time = 50"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "outputs": [],
   "source": [
    "def get_task_situation():\n",
    "    task_situation=[]\n",
    "    for i in range(personSum):\n",
    "            task_situation.append({})\n",
    "    return task_situation\n",
    "\n",
    "def getNetwork():\n",
    "    WS = nx.random_graphs.watts_strogatz_graph(personSum, 10, 0.4)\n",
    "    # circular layout\n",
    "    pos = nx.circular_layout(WS)\n",
    "    nx.draw(WS, pos, with_labels = False, node_size = 30)\n",
    "    plt.show()\n",
    "    A=nx.to_numpy_array(WS)\n",
    "    return A"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "outputs": [],
   "source": [
    "#字典返回执行任务\n",
    "def PersontaskDic(id,start_time,end_time):\n",
    "    return dict(id = id,start_time = start_time,end_time = end_time)\n",
    "#字典返回任务仓库\n",
    "def taskDic(id,direction_time):\n",
    "    return dict(id=id,direction_time=direction_time)\n",
    "#获得字典的id\n",
    "def getDicId(obj):\n",
    "    return obj['id']\n",
    "#左闭右开\n",
    "def getRandomNumFromLowAndHigh(low,high):\n",
    "    return  np.random.randint(low, high, size=None, dtype='l')\n",
    "# 获得随机的direction_time\n",
    "def getRandomdirectiontime(low,high):\n",
    "    return  getRandomNumFromLowAndHigh(low,high)\n",
    "# 随机获得一个指定的任务\n",
    "def getRandomTaskId(taskSum):\n",
    "    return getRandomNumFromLowAndHigh(0,taskSum)\n",
    "# 创建任务仓库\n",
    "def createTaskList():\n",
    "    taskList=[]\n",
    "    for x in range(taskSum):\n",
    "        directiontime=getRandomdirectiontime(1,101)\n",
    "        task=taskDic(x, directiontime)\n",
    "        taskList.append(task)\n",
    "    taskList[0]['direction_time']=80\n",
    "    taskList[1]['direction_time']=90\n",
    "    return taskList\n",
    "#创建单个人的初始执行任务队列\n",
    "def createPersonkListByTaskList(taskList):\n",
    "    person=[]\n",
    "    for i in range(personTaskSum):\n",
    "        id=getRandomTaskId(taskSum)\n",
    "        task=taskList[id]\n",
    "        start_time=0\n",
    "        end_time=task['direction_time'] - 1\n",
    "        task=PersontaskDic(task['id'],start_time,end_time)\n",
    "        person.append(task)\n",
    "    return person\n",
    "#为单个人添加任务\n",
    "def addTask(person,execute_time,taskList):\n",
    "    id=getRandomTaskId(taskSum)\n",
    "    task=taskList[id]\n",
    "    start_time=execute_time\n",
    "    end_time=task['direction_time']+start_time - 1\n",
    "    task=PersontaskDic(task['id'],start_time,end_time)\n",
    "    person.append(task)\n",
    "    return person\n",
    "\n",
    "#选出一个任务执行\n",
    "#先选择出符合邻居的：\n",
    "#然后再选择出最近的:\n",
    "def getExecuteTask(person_task_list,person_idx,network_arr,task_situation,t_chosen):\n",
    "    execute_list = []\n",
    "    #对于taskList中的每一个任务\n",
    "    for idx,item in enumerate(person_task_list):\n",
    "        #先找到邻居规则下执行的任务\n",
    "        result = isExecuteTaskByNeighbor(network_arr,task_situation,person_idx,getDicId(item),t_chosen)\n",
    "        if(result == 1):\n",
    "            execute_list.append(item)\n",
    "    #如果有要执行的任务\n",
    "    if(len(execute_list)):\n",
    "        task = getTaskByDDl(t_chosen,execute_list)\n",
    "    #然后再按照距离DDL的距离进行执行\n",
    "    else:\n",
    "        task = getTaskByDDl(t_chosen,person_task_list)\n",
    "    return task\n",
    "\n",
    "#判断一个任务在邻居的规则下是否执行：\n",
    "def isExecuteTaskByNeighbor(network_arr,task_situation,idx,task_id,t_chosen):\n",
    "    num = 0\n",
    "    execute_num = 0\n",
    "    #判断邻居里面是否有执行过该任务的\n",
    "    for idx,item in enumerate(network_arr[idx]):\n",
    "        #找到邻居\n",
    "        #邻居选择做这个事情的数量为\n",
    "        if(item != 0):\n",
    "            num+=1\n",
    "            #判断这个邻居有有没有做过该任务\n",
    "            list = task_situation[idx].get(task_id)\n",
    "            if(list and len(list)):\n",
    "                for item in list:\n",
    "                    if(item > t_chosen - valid_time):\n",
    "                        execute_num += 1\n",
    "                        continue;\n",
    "    if(execute_num >= num/2):\n",
    "        return 0;\n",
    "    return 1;\n",
    "\n",
    "#通过DDL规则去选择一个任务进行执行\n",
    "def getTaskByDDl(execute_time,task_list):\n",
    "    interval_list = []\n",
    "    for task in task_list:\n",
    "        interval_list.append(abs(task['end_time'] - execute_time))\n",
    "    min_index = interval_list.index(min(interval_list))# 最大值的索引\n",
    "    return task_list[min_index]\n",
    "\n",
    "def excuteTask(task_list,task,task_record):\n",
    "    id=task['id']\n",
    "    wait_time=execute_time-task['start_time']\n",
    "    task_record[id-1].append(wait_time)\n",
    "    task_list.remove(task)\n",
    "    return task_record\n",
    "\n",
    "def updateTaskSituation(person_idx,task_id,execute_time,task_situation):\n",
    "    list = task_situation[person_idx].get(task_id)\n",
    "    if(list):\n",
    "        task_situation[person_idx][task_id] = list.append(execute_time)\n",
    "    else:\n",
    "        task_situation[person_idx][task_id] = [execute_time]\n",
    "    return task_situation\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#开始实验\n",
    "persons = []\n",
    "task_situation = get_task_situation()\n",
    "network = getNetwork()\n",
    "taskList = createTaskList()\n",
    "taskRecord=[[]for i in range(taskSum)]\n",
    "\n",
    "#为每一个人生成执行队列\n",
    "for x in range(personSum):\n",
    "    person = createPersonkListByTaskList(taskList)\n",
    "    persons.append(person)\n",
    "\n",
    "execute_time = 0\n",
    "while(execute_time!=1000):\n",
    "    for index,person_task_list in enumerate(persons):\n",
    "        #选择一个任务进行执行\n",
    "        task = getExecuteTask(person_task_list,index,network,task_situation,execute_time)\n",
    "        #执行该任务\n",
    "        taskRecord = excuteTask(person_task_list,task,taskRecord)\n",
    "        task_situation = updateTaskSituation(index,task['id'],execute_time,task_situation)\n",
    "        addTask(person_task_list,execute_time,taskList)\n",
    "    #全局时间片+1\n",
    "    execute_time+=1\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1280x800 with 1 Axes>",
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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S3M+28FaFm9PlKJK/GZharF0iIi6NiK6I6Jo5s+j8VA3XvaCTixbNo3N6BwI6p3dw0aJ57t1kZlUze/Zsbr755uEXrFBdusBGxBDw35JOB94PbAEK+2FNI7kXMUXypwFbWnkO/u4FnQ4KZtZy6t13bCJJm8Q6kkZpACRNyUunMD/9ex0tqmd1H6/8xI84/NybeOUnfuSur2YNVo/v5MMPP8yiRYuYOXMm+++/P2effTY7d+5k2bJlzJo1iwMPPJC3v/3tbN6cVJrceuutHHLIIXtsI//qYOnSpfzVX/0Vb3/729lnn32YO3furlmvzzjjDDZs2MBJJ53E1KlTufjii6v2PmoWJCQdKOkUSVMltUlaCJwK/Ai4DniRpMWSJgEXAPdExL3p6l8HzpHUKelg4EPAilqVtZY8RsKsudTjOzk0NMSb3vQmZs2axYMPPkhfXx+nnHIKK1asYMWKFdxyyy3cf//9bNmyhbPPPrvs7V5//fWccsop9Pf3c/LJJ+9a9/LLL+ewww7jhhtuYMuWLXz4wx+u2nup5ZVEkFQtbQSeAj4FfCAivhMRm4DFwL+keccBp+St+2XgBmAt8CvgpjSt5XiMhFlzqcd38s477+SRRx5h+fLlTJkyhUmTJnH88cdz5ZVXcs4553DEEUcwdepULrroIq666ip27NhR1naPP/54TjzxRNra2jjjjDNYs2bN8CuNUs3aJNJA8JoS+TcDR2fkBfDh9NHSPEbCrLnU4zv58MMPM2vWLCZO3PMU+8gjjzBr1q5xw8yaNYsdO3bwhz/8oaztvuAFL9j19+TJk9m+fTs7duzYaz/V5PHsNeYxEmbNpR7fyUMPPZQNGzbsdYVw8MEH89BDu28Ct2HDBiZOnMhBBx3ElClT2LZt2668oaEhKunWX6uBhQ4SNfa6o4t3y31y67NulzBrgHqMW3rZy17GC1/4Qs4991y2bt3K9u3bue222zj11FP5zGc+wwMPPMCWLVv4yEc+wtve9jYmTpzIUUcdxfbt27npppsYHBxk2bJlPPvss8PvLHXQQQdx//33V+095DhI1Ngt9xb/JTAwuNMN2GYNUI9xS21tbdxwww3cd999HHbYYRxyyCFcffXVvPOd7+SMM87g1a9+NYcffjiTJk3ic5/7HAD77rsvX/ziF3n3u99NZ2cnU6ZM2au3UynnnXcey5YtY/r06XzqU5+q2ntRCw892EtXV1fkuoQ1i8PPvYlSR7hzege3nfs/61Yes7HiN7/5Dcccc0yji9FSso6ZpLsioqvYOr6SqLHh6jndgG1mzcxBosaK1X/mcwO2mTUzB4ka617QyeJjs+s6sxq2zcyagYNEHWQ1Xg+XZ2bWaA4SdVCq3cFtEmYjN5Y63tTazp07R7Seg0QdTJ+cfYtFt0mYjcykSZN44oknHCiGERE899xz9PX1MWXKlIrXr8tU4eNdqc+wbzxkNjKHHHIIGzdurGhU8ng1ceJE9t13Xw444IDK161BeazA5oHsm4/7HhNmI9Pe3s7hhx/e6GKMea5uqoOsKqVOVzWZWZNzkKgD3+PazFqVq5vqIFeltHzVeh7pH+Dg6R0sWTjHVU1m1vQcJOrE97g2s1bk6iYzM8vkIGFmZpkcJMzMLJODhJmZZXLDdZ31rO5zLyczaxkOEnXUs7qP81auZWBwCIC+/gHOW7kW8MhrM2tODhI1ln/lMEFiqGAip4HBIZavWu8gYWZNqWZtEpKeL+kySQ9JekbSaklvTPNmSwpJW/IeH81bV5I+KemJ9HGxJNWqrLXSs7qPJdeuoa9/gIC9AkSOpws3s2ZVyyuJicDDwGuADcCJwLckzctbZnpE7Ciy7llANzAfCOAHwP3Al2pY3qr72A3rGBwafhpjTxduZs2qZlcSEbE1IpZGxIMRsTMibgQeAI4tY/V3AJdExMaI6AMuAc6sVVlr5alt2bO/5ngOJzNrZnXrAivpIOAoYF1e8kOSNkr6qqT8ic7nAmvyXq9J04pt9yxJvZJ6W2leeZHMAnvRonlujzCzplWXhmtJ7cCVwNci4l5JU4GXAncD+wNfSPMXpqtMBTbnbWIzMFWSouA2VBFxKXApQFdXV1Pdomp6Rzv9Re4lMb2jnbsvfEMDSmRmVpmaX0lImgBcDjwHnA0QEVsiojcidkTEH9L0N0ialq62BZiWt5lpwJbCANHslp48l/YJe7a3t08QS08uelFkZtZ0ahok0h5JlwEHAYsjIquSPnfyz51R15E0WufMZ89qqpbQvaCT5W+dz35597ie8nz3Ojaz1lHrK4n/AI4BToqIXf08JR0naY6kCZL2Bz4L3BoRuSqmrwPnSOqUdDDwIWBFjctaM9sHd+76u39gkPNWrqVndV8DS2RmVp5ajpOYBbwXeAnwWN54iNOAI4DvA88AvwKeBU7NW/3LwA3A2jT/pjSt5SxftX7XCOuc3AA6M7NmV7O6j4h4iN3VR8V8s8S6AXw4fbS0voyBch5AZ2atwLPA1lDP6r7MKOkBdGbWChwkamj5qvUU644l8AA6M2sJDhI1lFXVFHjWVzNrDQ4SNVKqqqnTVU1m1iIcJGrEVU1mNhY4SNRIVu8lVzWZWStxkKiRrN5Lrmoys1biIFEjSxbOoaO9bY80TwtuZq3GEwnVSK5KKXfr0oOnd7Bk4RxXNZlZS3GQqKHuBZ0OCmbW0hwk6qxndZ+vLsysZbhNoo56Vvdx3sq19PUPECSD7T549d2c37O20UUzMyvKQaKOis0IG8CVt2/w1OFm1pRc3VRDhVVLpabpWL5qvaudzKzpOEjUSK5qKXfl0Nc/gKDoKOxcvplZs3F1U41kVS1laVOpW2+YmTWGg0SNVHplMBSlQoiZWWM4SNRAqRlgs64YPF2HmTUjB4kaKDUD7KnHHerpOsysZThI1ECpGWCXdc/jokXz6JzegUiuIC5aNM89m8ysKbl3Uw1kdXfNVSl5ug4zaxW+kqgBzwBrZmOFryRqoNQMsJ67ycxaiaJGXS8lPR/4IvB6YAZwH/CRiPhemn8C8AXgMOAO4MyIeCjNE/AJ4N3p5i4D/m8MU9iurq7o7e2twbupjsIBdpA0Zp/28sNY1j2vcQUzs3FN0l0R0VUsr5bVTROBh4HXAPsCHwW+JWm2pAOAlWnaDKAXuDpv3bOAbmA+8GLgTcB7a1jWuvDcTWbWamoWJCJia0QsjYgHI2JnRNwIPAAcCywC1kXENRGxHVgKzJd0dLr6O4BLImJjRPQBlwBn1qqs9VKq19PS69fVtzBmZmWoW8O1pIOAo4B1wFxgTS4vIrYCv0/TKcxP/55LEZLOktQrqXfTpk21KHrVZN33GqB/YNBThptZ06lLkJDUDlwJfC0i7gWmApsLFtsM7JP+XZi/GZiatlXsISIujYiuiOiaOXNm9QtfRUsWzskciQ2udjKz5lPzICFpAnA58Bxwdpq8BZhWsOg04JmM/GnAluEarptd94JOTnv5YZn5uSnDzcyaRU2DRPrL/zLgIGBxRAymWetIGqVzy00BjkzT98pP/x4TlfbLuuex3+T2zPysdgszs0ao9ZXEfwDHACdFRP7Z7zrgRZIWS5oEXADck1ZFAXwdOEdSp6SDgQ8BK2pc1rq58KS5mdVOpdotzMzqrWaD6STNIum2+izwWF5zwnsj4kpJi4HPA1eQjJM4JW/1LwNHALmW3K+kaS2j1KC57gWd9D70JFfevmGPiQAFvO7o5m5XMbPxpWaD6RqhWQbTFRs019HettdEfuf3rOWK2zfssW77BLH8rfM9CtvM6qZRg+nGrWKD5gYGh/ZqlL5xzaN7rTu4MzxmwsyahoNEDWQ1Puen96zuo39gsOhyWelmZvU2bJBIB6r9naT96lGgsSCr8TmX3rO6jyXXrCm6jJlZMynnSuIU4GDgF5KukrSw2KA22224qcKXr1rP4M7stqBSXWTNzOpp2CAREfdFxD+RTKnxDeA/gQ2SPiZpRq0L2Iq6F3SWvPvccGMhLjyp6AwkZmZ1V1YXWEkvBv4GOBH4NskUG8cDPwJeUqvCtbJSd5/LunMdQEf7BPdsMrOmUU6bxF3AZ4BfAC+OiH+IiDsi4hLg/loXcCxasnAO7ROK19jt2Bmev8nMmkY5VxJvjYiiwSAiFlW5PGPGcIPpAD74rbspHKYyOBQsX7XeVxNm1hTKabh+t6TpuReS9pO0rHZFan25wXR9/QME0Nc/wHkr1+5xhdC9oBMy2q49f5OZNYtygsQbI6I/9yIiniJpm7AMWYPpCgfJDddV1sys0coJEm3p/aoBkNQBPL/E8uNe1pVA/8DgHlcTw3WVNTNrtHKCxBXADyW9S9I7gR8AX6ttsVpbqSuB/Kk5husqa2bWaMM2XEfExZLWAieQTFT6zxGxquYla2FLFs7hA1ffXTSv8CqjVFdZM7NGK2ucRER8D/hejcsyZnQv6ORjN6zjqW17z8GUPzVHVu8nM7NmUc44iUWSfidps6SnJT0j6el6FK6VXXjS3Mz2hmK9nz549d2c37O2+MbMzBqknDaJi4GTI2LfiJgWEftEROH9qa1AqfaGYr2fArjy9g0eSGdmTaWc6qY/RMRval6SMSirvSGr91OAB9KZWVMpJ0j0Sroa6CG5FSkAEbGyVoUa60rN3eSBdGbWTMqpbpoGbAPeAJyUPt5Uy0KNdUsWziFrrnUPpDOzZlJOF9i/qUdBxpPuBZ30PvQkV96+YY+ZOTyQzsyaTTm9m46S9ENJv0pfv1jS+bUv2ti2rHsen3nbSzyQzsyamqJwGtLCBaQfA0uAL0fEgjTtVxHxojqUryJdXV3R29vb6GKYmbUUSXdFRFexvHLaJCZHxJ0FaTvK3PHZ6T2yn5W0Ii99tqSQtCXv8dG8fEn6pKQn0sfFvmWqmVn9ldO76XFJR5JObC3pLcCjZW7/EWAZsBAo1iI7PSKKBZyzgG5gfrrfH5Dc4OhLZe63oTya2szGinKCxN8BlwJHS+oDHgBOL2fjuW6ykrqAQyoo1zuASyJiY7r+JcB7aIEgcX7PWq64fcOu1339Ayy5dg2AA4WZtZxhq5si4v6IeD0wEzg6Io6PiAertP+HJG2U9FVJB+SlzwXW5L1ek6btRdJZaZVW76ZNm6pUrJHpWd23R4DIGRwKPnbDuiJrmJk1t2GvJCRdUPAagIj4+Cj2+zjwUuBuYH/gC8CVJNVSAFOBzXnLbwamSlIUtLRHxKUkVzp0dXWVboWvsfxpwAsVm+zPzKzZlVPdtDXv70kkA+lGNU1HRGwBct2Q/iDpbOBRSdMi4mlgC8kgvpxpwJbCANFsPFrazMaacgbTXZL/WtKngOurXI7cyT/Xg2kdSaN1rlfV/DStqZWabmN6R3udS2NmNnrldIEtNBk4opwFJU2UNAloI7kN6qQ07ThJcyRNkLQ/8Fng1ojIVTF9HThHUqekg4EPAStGUNa6WrJwDu1te/fUnQAsPblok4qZWVMrp01iLbt/6beRNGCX2x5xPnBh3uvTgY8B64F/BQ4Enibp4npq3nJfJglEuRssfCVNa2q53kv5Nxya3tHO0pPnumeTmbWkckZcz8p7uYNk6vCyBtPVm0dcm5lVrtSI63Iarp8peD0tf/BzRDw5irKZmVkTKydI/BI4FHiKpGF5OpAbDBCU2T5hZmatp5yG6+8DJ0XEARGxP0kX2JURcXhEOECYmY1h5VxJvDQi3pd7ERHfk/TPNSxTS/O8TWY2lpQ7wd/5wBUk1UunA0/UtFQtqmd1H+etXMvA4BCQzNt03sqkg5YDhZm1onKqm04l6fZ6XfqYyZ7dVS219Pp1uwJEzsDgUMnpOszMmlk5I66fBP6PpKnpdBpWRM/qPvoHis/P5Ok6zKxVlXP70ldI+jXw6/T1fElfrHnJWkypq4WDpxe7lYaZWfMrp7rpMySzsz4BEBFrgFfXslCtqNTVwpKFc+pYEjOz6ilr7qaIeLggaajoguNY1tXCfpPb3WhtZi2rnCDxsKRXACHpeZL+kVFOFT4WLVk4h472tj3SOtrbuPAkT+xnZq2rnC6w7wP+HegENgL/RXJLU8uTu1rwGAkzG0tKBglJbcC/RcRpdSpPS+te0OmgYGZjSsnqpogYAmZKel6dymNmZk2knOqmB4HbJF1P3q1MI+LTtSqUmZk1h8wgIenyiDgDeBtJN9gJwD71Klir8txNZjaWlLqSODa94dAG4HN1Kk9L89xNZjbWlAoSXyKZJvxwIP92b8L3kShq+ar1mXM3OUiYWSvKbLiOiM9GxDHAVyPiiLyH7yORoS9j1LXnbjKzVjXsYLqIeH89CtLqelb3oYw8z91kZq2qrGk5bHjLV60niqQLz91kZq3LQaJKsqqUAjdam1nrcpCokqwqpU5XNZlZC6tpkJB0tqReSc9KWlGQd4KkeyVtk3RL2t02lydJn5T0RPq4WFJWlX9TyJrgz1VNZtbKan0l8QiwDPjP/ERJBwArgY8CM0i62F6dt8hZQDcwH3gx8CbgvTUu66h0L+hk8bGdtKWxrE1i8bGey8nMWltNg0RErIyIHtIbFuVZBKyLiGsiYjuwFJgv6eg0/x3AJRGxMSL6gEuAM2tZ1tHqWd3Ht+/qYyiS5uuhCL59Vx89q/saXDIzs5FrVJvEXGBN7kVEbAV+n6bvlZ/+XfTGDJLOSqu0ejdt2lSj4g6v1EA6M7NW1aggMRXYXJC2md1zQxXmbwamFmuXiIhLI6IrIrpmzpxZk8KWI6t3kwfSmVkra1SQ2AJMK0ibBjyTkT8N2BIRxYYiNIWs3k0eSGdmraxRQWIdSaM0AJKmAEem6Xvlp3+vo4m5d5OZjUW17gI7UdIkoA1okzRJ0kTgOuBFkhan+RcA90TEvemqXwfOkdQp6WDgQ8CKWpZ1tLoXdHLRonl0Tu9AJOMjLlo0z72bzKyllXPTodE4H7gw7/XpwMciYqmkxcDngSuAO4BT8pb7Mskss2vT119J05qab19qZmONmriav2JdXV3R29s7/IJNxjcqMrNGknRXRHQVy6v1lYQNwzcqMrNm5rmbGszjK8ysmTlINJjHV5hZM3OQaDCPrzCzZuYg0WAeX2FmzcwN11Uy0h5KuWXcu8nMmpGDRBWMtoeSx1eYWbNydVMVuIeSmY1VDhJV0JfREykr3cysVThIVEFbxp1Vs9LNzFqFg0QVDGVMbZKVbmbWKhwkqqAzY0xDVrqZWatwkKiCJQvn0D5hz6ql9gnyWAcza3kOEtVS2Pzg5ggzGwMcJKpg+ar1DA7t2f4wOBTuAmtmLc9Bogo8SZ+ZjVUOElXgSfrMbKxykKgCT9JnZmOV526qAk/SZ2ZjlYNElXiSPjMbixwkquD8nrV8846HGYqgTeLU4w5lWfe8stcf6TTjZma15iAxSuf3rOWK2zfsej0Uset1OYFitNOMm5nVkhuuR+mbdzxcUXohTzNuZs2soUFC0q2Stkvakj7W5+WdIOleSdsk3SJpViPLmmW0k/t5jIWZNbNmuJI4OyKmpo85AJIOAFYCHwVmAL3A1Q0sY1E9q/sy88qdJjxrLMW+He0jKpOZWTU1Q5AoZhGwLiKuiYjtwFJgvqSjG1usPZWqEjr1uEPL2kaxyQEBtj63o2QQMjOrh2YIEhdJelzSbZJem6bNBdbkFoiIrcDv0/Q9SDpLUq+k3k2bNtWjvLuUqhLqmjWjrG10L+hk6qS9+w947iczawaNDhL/FzgC6AQuBW6QdCQwFdhcsOxmYJ/CDUTEpRHRFRFdM2fOrHV591Bq2o1KTvD92waLprtdwswaraFBIiLuiIhnIuLZiPgacBtwIrAFmFaw+DTgmXqXsZTXHZ0dlCo5wXvuJzNrVo2+kigUJHdiWAfMzyVKmgIcmaY3jVvuza7equQE77mfzKxZNSxISJouaaGkSZImSjoNeDWwCrgOeJGkxZImARcA90TEvY0qb6Ge1X30lbhaqOQE372gk4sWzaNzegciue3pRYvmeTCdmTVcI0dctwPLgKOBIeBeoDsi1gNIWgx8HrgCuAM4pUHl3EtulHSW6R3tFZ/gPfeTmTWjhgWJiNgEvLRE/s0kAaTpFBslndPR3sbSk/fqhGVm1pI8d9MIlGqUHmk1Uc/qPpZev47+gaSn036T27nwpLm+ujCzhmq2huuWkNUo3Tm9Y8QBYsk1a3YFCICntg2y5No1HlBnZg3lIDECxXojidJdYktZvmo9gzv3nuvJA+rMrNEcJEage0Eni4/tJH8yjQC+fVffiH75l6q+8oA6M2skB4kRuuXeTRT+9h/pFN+lxlR4QJ2ZNZKDxAhljZEoNXYiy5KFczL/ESOtwjIzqwYHiRGoxhTh+boXdNLxvLaieaVGdZuZ1ZqDxAiUqlIq92ZD+XpW97H1ueLjLtwmYWaN5CAxAqVO3CO5kigVdNwmYWaN5CAxAtMnZ981biRXEqWCjtskzKyRHCQq1LO6j80Dxe//AMmAukqVulpwm4SZNZKDRIWWr1pPkXFvQDKgbiTTe5dax20SZtZIDhIVKtXFNWBE03J0L+hkv4wqLLdJmFkjOUhUqFSz9EiqmnIuPGmubzxkZk3Hs8BW4PyetXuNss43mhN67gpk+ar19PUP0CbtMYLbs8GaWSM4SAyjcArvLBM0+hN594JOeh96kitv37Crl1Rf/8CuGxw5UJhZvbm6qYRiU3hnyWrMrnR/V9y+oWpzQpmZjZaDRAlZU3gXM5r2iJyl16/LzHMvJzNrBAeJDD2r+yqarK8aDcylrlj27cgewGdmVivjvk2iZ3Ufy1et55H+AfbtaEdK7gpXiSnPa6t5e0HWPbXNzGppXF9J9Kzu47yVa+nrHyBIfslXGiAA/uXN86pfuALP7tjJ3Au+79uZmlldjesrieWr1o/6F/rk9glVu4qY3tFesspp63NDfODqu/nA1XfvSmuTGIpgv8ntRMDmgUEOnt7BkoVz3BvKzEataYOEpBnAZcAbgMeB8yLiG9Xcx2gbg9vbxL8uenGVSgNLT567RwAoR66rbP4VUF//wK5gMr2jnaUnzx1TASO/ijAXEIG90mr9nouVY7T7rPY2Sx2r3HicoQg6/cOiZdXic5hPMYJZS+tB0jdJqsPeBbwEuAl4RURkdgHq6uqK3t7esvfxyk/8aER3koPkF/wlfzW/6l+q83vWcsXtG6q6zfYJYvlbq1/WRshVEeZfAbZPEAgGh3Z/ljva27ho0byavedi5RjtPqu9zXKPVbXKb/VXrc+MpLsioqtYXlO2SUiaAiwGPhoRWyLiv4HrgTOquZ/R9EiqRYAAWNZd/faNwZ0xZsZZFKsiHNwZe530aj22pFg5RrvPam+z3GNVjX1ZY9Tic1ioKYMEcBQwFBG/zUtbA8yt5k5GepI//eWH1fTX1ukvP6zq2xwr4ywqeR+1fM9Z2x7NPqu9zZGsN1Y+J+NFLT6HhZo1SEwFNhekbQb2KVxQ0lmSeiX1btpU+b0XsmZfzXL6yw+rya/9fMu65/HKI2dUdZtjZTbZSt5HLd9z1rZHs89qb3Mk642Vz8l4UYvPYaFmDRJbgGkFadOAZwoXjIhLI6IrIrpmzqz8Lm4XnjSX9rbhbzna0T6Bf3vbS2oeIHKufM+fV+2Kon2CxsxssksWztlrttz2Cdrrf1jrGXSLlWO0+6z2Nss9VtXYlzVGLT6HhZq1d9NvgYmS/jQifpemzQey560YofzZV3O9A1539ExuuXdTXXvKFLOsex5ds2bs1ROlEmOtd1Ox/1cjejdllWM0+6z2Noc7Vu7d1Ppq8Tks1My9m64iuY/Pu0l6N32XKvduMjOzFuzdlPpboAP4I/BN4P2lAoSZmVVfs1Y3ERFPAt2NLoeZ2XjWzFcSZmbWYA4SZmaWyUHCzMwyNW3vppGQtAl4aISrH0AykaDtzcemOB+XbD422Zrx2MyKiKIDzcZUkBgNSb1ZXcDGOx+b4nxcsvnYZGu1Y+PqJjMzy+QgYWZmmRwkdru00QVoYj42xfm4ZPOxydZSx8ZtEmZmlslXEmZmlslBwszMMjlImJlZpnEfJCTNkHSdpK2SHpL0140uUz1Ier6ky9L3/Iyk1ZLemJd/gqR7JW2TdIukWXl5kvRJSU+kj4slDX/nphYj6U8lbZd0RV6aj4t0iqTfpN+Z30t6VZo+ro+NpNmSvivpKUmPSfq8pIlpXusem4gY1w+SacivJrll6vEkt0md2+hy1eF9TwGWArNJfiy8ieTOf7NJRoRuBt4KTAKWA7fnrfteYD1wCNAJ/Bp4X6PfUw2O0X8BPwWuSF+P++MC/C+SWQ1enn5uOtOHj01yz5sV6ft/AbAW+IdWPzYNL0CD/6lTgOeAo/LSLgc+0eiyNeh43AMsBs4CflZwnAaAo9PXPwPOyst/V/6Hfiw8gFOAb6WBNBckfFyS9/iuIuk+NvAb4MS818uBL7f6sRnv1U1HAUMR8du8tDXA3AaVp2EkHURyPNaRvP81ubyI2Ar8nt3HZY98xtgxkzQN+DjwoYKs8X5c2oAuYKak+yRtTKtUOhjnxyb178ApkiZL6gTeCHyfFj824z1ITCW5DMy3GdinAWVpGEntwJXA1yLiXoY/LoX5m4GpTVWPOjr/DFwWEQ8XpI/343IQ0A68BXgVyW2FFwDn42MD8GOSk/vTwEagF+ihxY/NeA8SW4BpBWnTSOrmxwVJE0iq2J4Dzk6ThzsuhfnTgC2RXiu3MkkvAV4PfKZI9rg9LqmB9PlzEfFoRDwOfBo4kXF+bNLv0SpgJUl10gHAfsAnafFjM96DxG+BiZL+NC9tPkmVy5iX/lK5jOQX4uKIGEyz1pEch9xyU4Aj2X1c9shnbB2z15I03m+Q9Bjwj8BiSb9kfB8XIuIpkl/IxU5e4/rYADOAQ4HPR8SzEfEE8FWSANrax6bRjSKNfgBXkfRwmgK8knHSuyl9718CbgemFqTPTI/DYpLeGJ9kz94Y7yNppOsEDib5QDdNb4xRHpPJJD1Tco9PAdemx2TcHpe89/hx4BfAgSS/lH9KUj3nYwP3A+cCE4HpwHUk1bgtfWwaXoBGP0h+AfQAW4ENwF83ukx1et+zSH4Rbie53M09TkvzXw/cS1LFcCswO29dARcDT6aPi0nnARtrD/J6N/m4BCRtEl8E+oHHgM8Ck3xsApI2mluBp0huKnQNcGCrHxtP8GdmZpnGe5uEmZmV4CBhZmaZHCTMzCyTg4SZmWVykDAzs0wOEmZmlmliowtg1gokLWX39Ak/iYibM5brBn4bEb+uX+nMasdXEmYViIgLsgJEqhv4szoVx6zmHCTMMkj6J0nrJd0MzEnTVkh6S/r3JyT9WtI9kj4l6RXAycBySXdLOlLSeyT9QtIaSd+WNDlvO5+V9DNJ9+e2meZ9WNLadJ1PpGlHSvq+pLsk/VTS0XU/IDYuubrJrAhJx5LceGgByffkl8BdefkzgDeT3DgmJE2PiH5J1wM3RsS16XL9EfH/0r+XkdxQ5nPpZl5IcjfEo4HrgWuV3EK2GzguIral+wG4lGQ+n99JOo5kaoz/WbsjYJZwkDAr7lXAdRGxDSA9+ed7mmTeq69Iugm4MWM7L0qDw3SS+wasysvriYidwK/Tmz5BMsfPV3P7jYgnJU0FXgFck3eLgeeP5s2ZlctBwixb5sRmEbFD0suAE0iuOM6m+C/7FUB3RKyRdCbJVOQ5z+b9rbznwv1OAPoj4iUVlN2sKtwmYVbcT4A3S+qQtA9wUn5m+ut+34j4LvABkhlAIbmRTP6dDfcBHk3v/ndaGfv9L+CdeW0XMyLiaeABSW9N0yRpfqmNmFWLg4RZERHxS+Bq4G7g2yT3Tci3D3CjpHtIblv5wTT9KmCJpNWSjgQ+CtwB/IBkqujh9vt9kvaJXkl3k9z0CJIA8y5Ja0juN/CXI35zZhXwVOFmZpbJVxJmZpbJQcLMzDI5SJiZWSYHCTMzy+QgYWZmmRwkzMwsk4OEmZll+v8B9RZtYK8u2AAAAABJRU5ErkJggg==\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "from collections import Counter\n",
    "\n",
    "time_frequency_dfs = []\n",
    "def getFrequencyDfs():\n",
    "    for item in taskRecord:\n",
    "        size = len(item)\n",
    "        d = Counter(item)\n",
    "        df = pd.DataFrame.from_dict(d, orient='index').reset_index()\n",
    "        df = df.rename(columns={'index':'distance', 0:'count'})\n",
    "        df['frequency'] = df['count'].apply(lambda x: x/size)\n",
    "        time_frequency_dfs.append(df)\n",
    "\n",
    "getFrequencyDfs()\n",
    "time_frequency_dfs\n",
    "# plt.figure(figsize=(16, 10), dpi= 80, facecolor='w', edgecolor='k')\n",
    "# #绘图\n",
    "# for df in enumerate(time_frequency_dfs):\n",
    "#     plt.scatter('distance', 'frequency', data=df)\n",
    "#     plt.show()\n",
    "plt.figure(figsize=(16, 10), dpi= 80, facecolor='w', edgecolor='k')\n",
    "#绘图\n",
    "for i, df in enumerate(time_frequency_dfs):\n",
    "    plt.scatter('distance', 'count', data=df)\n",
    "    plt.gca().set(xlabel='distance', ylabel='frequency')\n",
    "    plt.xticks(fontsize=12)\n",
    "    plt.yticks(fontsize=12)\n",
    "    plt.title(\"The frequency of wait time\", fontsize=22)\n",
    "    plt.legend(fontsize=12)\n",
    "    plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "name": "python3",
   "language": "python",
   "display_name": "Python 3 (ipykernel)"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}